NSL-KDD COMPLETE EDA

Dataset statistics

Number of variables	43
Number of observations	125973
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	41.3 MiB
Average record size in memory	344.0 B

Variable types

Numeric	29
Categorical	14

Alerts

`num_outbound_cmds` has constant value "0"	Constant
`service` has a high cardinality: 70 distinct values	High cardinality
`src_bytes` is highly correlated with `dst_bytes` and 11 other fields	High correlation
`dst_bytes` is highly correlated with `src_bytes` and 9 other fields	High correlation
`hot` is highly correlated with `num_compromised` and 1 other fields	High correlation
`logged_in` is highly correlated with `src_bytes` and 7 other fields	High correlation
`num_compromised` is highly correlated with `hot`	High correlation
`root_shell` is highly correlated with `su_attempted`	High correlation
`su_attempted` is highly correlated with `root_shell`	High correlation
`is_guest_login` is highly correlated with `hot`	High correlation
`count` is highly correlated with `src_bytes` and 11 other fields	High correlation
`srv_count` is highly correlated with `count`	High correlation
`serror_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`srv_serror_rate` is highly correlated with `src_bytes` and 8 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly correlated with `src_bytes` and 13 other fields	High correlation
`diff_srv_rate` is highly correlated with `src_bytes` and 12 other fields	High correlation
`dst_host_count` is highly correlated with `count` and 5 other fields	High correlation
`dst_host_srv_count` is highly correlated with `src_bytes` and 8 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `src_bytes` and 12 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `src_bytes` and 7 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `count` and 3 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `count` and 3 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `src_bytes` and 7 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`hot` is highly correlated with `is_guest_login`	High correlation
`logged_in` is highly correlated with `count` and 3 other fields	High correlation
`num_compromised` is highly correlated with `num_root`	High correlation
`root_shell` is highly correlated with `su_attempted`	High correlation
`su_attempted` is highly correlated with `root_shell` and 1 other fields	High correlation
`num_root` is highly correlated with `num_compromised`	High correlation
`num_access_files` is highly correlated with `su_attempted`	High correlation
`is_guest_login` is highly correlated with `hot`	High correlation
`count` is highly correlated with `logged_in` and 1 other fields	High correlation
`serror_rate` is highly correlated with `srv_serror_rate` and 5 other fields	High correlation
`srv_serror_rate` is highly correlated with `serror_rate` and 5 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly correlated with `logged_in` and 8 other fields	High correlation
`dst_host_count` is highly correlated with `same_srv_rate` and 1 other fields	High correlation
`dst_host_srv_count` is highly correlated with `logged_in` and 6 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `logged_in` and 7 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `serror_rate` and 5 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `serror_rate` and 5 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`src_bytes` is highly correlated with `dst_bytes` and 7 other fields	High correlation
`dst_bytes` is highly correlated with `src_bytes` and 6 other fields	High correlation
`hot` is highly correlated with `num_compromised` and 1 other fields	High correlation
`logged_in` is highly correlated with `src_bytes` and 5 other fields	High correlation
`num_compromised` is highly correlated with `hot`	High correlation
`root_shell` is highly correlated with `su_attempted`	High correlation
`su_attempted` is highly correlated with `root_shell`	High correlation
`is_guest_login` is highly correlated with `hot`	High correlation
`count` is highly correlated with `same_srv_rate`	High correlation
`serror_rate` is highly correlated with `src_bytes` and 5 other fields	High correlation
`srv_serror_rate` is highly correlated with `src_bytes` and 5 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly correlated with `src_bytes` and 11 other fields	High correlation
`diff_srv_rate` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_count` is highly correlated with `dst_host_same_src_port_rate` and 1 other fields	High correlation
`dst_host_srv_count` is highly correlated with `dst_bytes` and 5 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `dst_bytes` and 5 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `dst_bytes` and 4 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `dst_host_count`	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `dst_host_count`	High correlation
`dst_host_serror_rate` is highly correlated with `src_bytes` and 5 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `src_bytes` and 5 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`label` is highly correlated with `land` and 4 other fields	High correlation
`land` is highly correlated with `label` and 1 other fields	High correlation
`num_outbound_cmds` is highly correlated with `label` and 12 other fields	High correlation
`root_shell` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`is_host_login` is highly correlated with `num_outbound_cmds`	High correlation
`logged_in` is highly correlated with `label` and 3 other fields	High correlation
`su_attempted` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`num_shells` is highly correlated with `num_outbound_cmds`	High correlation
`is_guest_login` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`service` is highly correlated with `num_outbound_cmds` and 3 other fields	High correlation
`wrong_fragment` is highly correlated with `label` and 1 other fields	High correlation
`flag` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`protocol_type` is highly correlated with `label` and 2 other fields	High correlation
`urgent` is highly correlated with `num_outbound_cmds`	High correlation
`duration` is highly correlated with `dst_host_diff_srv_rate`	High correlation
`protocol_type` is highly correlated with `service` and 4 other fields	High correlation
`service` is highly correlated with `protocol_type` and 20 other fields	High correlation
`flag` is highly correlated with `service` and 14 other fields	High correlation
`land` is highly correlated with `label`	High correlation
`wrong_fragment` is highly correlated with `label`	High correlation
`hot` is highly correlated with `service` and 1 other fields	High correlation
`num_failed_logins` is highly correlated with `label`	High correlation
`logged_in` is highly correlated with `service` and 11 other fields	High correlation
`num_compromised` is highly correlated with `num_root` and 1 other fields	High correlation
`root_shell` is highly correlated with `num_access_files`	High correlation
`su_attempted` is highly correlated with `num_access_files`	High correlation
`num_root` is highly correlated with `num_compromised` and 1 other fields	High correlation
`num_shells` is highly correlated with `label`	High correlation
`num_access_files` is highly correlated with `num_compromised` and 3 other fields	High correlation
`is_guest_login` is highly correlated with `service` and 1 other fields	High correlation
`count` is highly correlated with `service` and 12 other fields	High correlation
`srv_count` is highly correlated with `protocol_type` and 3 other fields	High correlation
`serror_rate` is highly correlated with `service` and 11 other fields	High correlation
`srv_serror_rate` is highly correlated with `service` and 11 other fields	High correlation
`rerror_rate` is highly correlated with `flag` and 8 other fields	High correlation
`srv_rerror_rate` is highly correlated with `flag` and 5 other fields	High correlation
`same_srv_rate` is highly correlated with `service` and 12 other fields	High correlation
`diff_srv_rate` is highly correlated with `rerror_rate` and 3 other fields	High correlation
`srv_diff_host_rate` is highly correlated with `service` and 2 other fields	High correlation
`dst_host_count` is highly correlated with `service` and 7 other fields	High correlation
`dst_host_srv_count` is highly correlated with `service` and 11 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `service` and 12 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `duration` and 6 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `protocol_type` and 7 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `protocol_type` and 6 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `service` and 12 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `service` and 10 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `flag` and 6 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `flag` and 3 other fields	High correlation
`label` is highly correlated with `protocol_type` and 26 other fields	High correlation
`difficulty` is highly correlated with `service` and 2 other fields	High correlation
`src_bytes` is highly skewed (γ1 = 190.669347)	Skewed
`dst_bytes` is highly skewed (γ1 = 290.0529108)	Skewed
`num_failed_logins` is highly skewed (γ1 = 53.7644243)	Skewed
`num_compromised` is highly skewed (γ1 = 250.1078834)	Skewed
`num_root` is highly skewed (γ1 = 236.913724)	Skewed
`num_file_creations` is highly skewed (γ1 = 55.66534083)	Skewed
`num_access_files` is highly skewed (γ1 = 45.55496112)	Skewed
`duration` has 115955 (92.0%) zeros	Zeros
`src_bytes` has 49392 (39.2%) zeros	Zeros
`dst_bytes` has 67967 (54.0%) zeros	Zeros
`hot` has 123302 (97.9%) zeros	Zeros
`num_failed_logins` has 125851 (99.9%) zeros	Zeros
`num_compromised` has 124687 (99.0%) zeros	Zeros
`num_root` has 125324 (99.5%) zeros	Zeros
`num_file_creations` has 125686 (99.8%) zeros	Zeros
`num_access_files` has 125602 (99.7%) zeros	Zeros
`serror_rate` has 86829 (68.9%) zeros	Zeros
`srv_serror_rate` has 88754 (70.5%) zeros	Zeros
`rerror_rate` has 109783 (87.1%) zeros	Zeros
`srv_rerror_rate` has 109767 (87.1%) zeros	Zeros
`same_srv_rate` has 2766 (2.2%) zeros	Zeros
`diff_srv_rate` has 76217 (60.5%) zeros	Zeros
`srv_diff_host_rate` has 97574 (77.5%) zeros	Zeros
`dst_host_same_srv_rate` has 6927 (5.5%) zeros	Zeros
`dst_host_diff_srv_rate` has 46989 (37.3%) zeros	Zeros
`dst_host_same_src_port_rate` has 63023 (50.0%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 86904 (69.0%) zeros	Zeros
`dst_host_serror_rate` has 81386 (64.6%) zeros	Zeros
`dst_host_srv_serror_rate` has 85360 (67.8%) zeros	Zeros
`dst_host_rerror_rate` has 103178 (81.9%) zeros	Zeros
`dst_host_srv_rerror_rate` has 106616 (84.6%) zeros	Zeros

Reproduction

Analysis started	2021-12-25 09:23:12.158566
Analysis finished	2021-12-25 09:28:46.370866
Duration	5 minutes and 34.21 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

duration
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2981
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	287.14465

Minimum	0
Maximum	42908
Zeros	115955
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	42908
Range	42908
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2604.51531
Coefficient of variation (CV)	9.070394693
Kurtosis	156.0768098
Mean	287.14465
Median Absolute Deviation (MAD)	0
Skewness	11.88022985
Sum	36172473
Variance	6783499.999
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115955	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
27	197	0.2%
6	193	0.2%
28	181	0.1%
7	127	0.1%
Other values (2971)	5282	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	115955	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
6	193	0.2%
7	127	0.1%
8	98	0.1%
9	95	0.1%

Value	Count	Frequency (%)
42908	1	< 0.1%
42888	1	< 0.1%
42862	1	< 0.1%
42837	1	< 0.1%
42804	1	< 0.1%
42778	1	< 0.1%
42746	1	< 0.1%
42723	1	< 0.1%
42699	1	< 0.1%
42679	1	< 0.1%

protocol_type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

tcp	102689
udp	14993
icmp	8291

Length

Max length	4
Median length	3
Mean length	3.065815691
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tcp
2nd row	udp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	102689	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
tcp	102689	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

service
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION

Distinct	70
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

http	40338
private	21853
domain_u	9043
smtp	7313
ftp_data	6860
Other values (65)	40566

Length

Max length	11
Median length	5
Mean length	5.46644916
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	ftp_data
2nd row	other
3rd row	private
4th row	http
5th row	http

Common Values

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6860	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6860	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

flag
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

SF	74945
S0	34851
REJ	11233
RSTR	2421
RSTO	1562
Other values (6)	961

Length

Max length	6
Median length	2
Mean length	2.156041374
Min length	2

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	SF
3rd row	S0
4th row	SF
5th row	SF

Common Values

Value	Count	Frequency (%)
SF	74945	59.5%
S0	34851	27.7%
REJ	11233	8.9%
RSTR	2421	1.9%
RSTO	1562	1.2%
S1	365	0.3%
SH	271	0.2%
S2	127	0.1%
RSTOS0	103	0.1%
S3	49	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	74945	59.5%
s0	34851	27.7%
rej	11233	8.9%
rstr	2421	1.9%
rsto	1562	1.2%
s1	365	0.3%
sh	271	0.2%
s2	127	0.1%
rstos0	103	0.1%
s3	49	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

src_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	3341
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45566.743

Minimum	0
Maximum	1379963888
Zeros	49392
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	276
95-th percentile	1480
Maximum	1379963888
Range	1379963888
Interquartile range (IQR)	276

Descriptive statistics

Standard deviation	5870331.182
Coefficient of variation (CV)	128.8292907
Kurtosis	39354.12125
Mean	45566.743
Median Absolute Deviation (MAD)	44
Skewness	190.669347
Sum	5740179316
Variance	3.446078819 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49392	39.2%
8	3691	2.9%
1	2432	1.9%
44	2334	1.9%
45	2089	1.7%
1032	2001	1.6%
46	1294	1.0%
43	1284	1.0%
105	998	0.8%
147	948	0.8%
Other values (3331)	59510	47.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49392	39.2%
1	2432	1.9%
4	2	< 0.1%
5	28	< 0.1%
6	147	0.1%
7	107	0.1%
8	3691	2.9%
9	199	0.2%
10	195	0.2%
11	76	0.1%

Value	Count	Frequency (%)
1379963888	1	< 0.1%
1167519497	1	< 0.1%
693375640	1	< 0.1%
621568663	1	< 0.1%
381709090	1	< 0.1%
217277339	1	< 0.1%
89581520	1	< 0.1%
24418776	1	< 0.1%
21945520	1	< 0.1%
18828976	1	< 0.1%

dst_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	9326
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19779.11442

Minimum	0
Maximum	1309937401
Zeros	67967
Zeros (%)	54.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	516
95-th percentile	8314
Maximum	1309937401
Range	1309937401
Interquartile range (IQR)	516

Descriptive statistics

Standard deviation	4021269.151
Coefficient of variation (CV)	203.3088573
Kurtosis	90941.73453
Mean	19779.11442
Median Absolute Deviation (MAD)	0
Skewness	290.0529108
Sum	2491634381
Variance	1.617060559 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67967	54.0%
105	1497	1.2%
8314	888	0.7%
330	528	0.4%
331	512	0.4%
44	511	0.4%
42	478	0.4%
328	470	0.4%
332	469	0.4%
4	454	0.4%
Other values (9316)	52199	41.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	67967	54.0%
1	22	< 0.1%
3	1	< 0.1%
4	454	0.4%
5	4	< 0.1%
6	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	47	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
1309937401	1	< 0.1%
400291060	2	< 0.1%
7028652	1	< 0.1%
5155468	1	< 0.1%
5153771	1	< 0.1%
5153460	1	< 0.1%
5151385	1	< 0.1%
5151154	1	< 0.1%
5151049	1	< 0.1%
5150938	1	< 0.1%

land
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125948
1	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

wrong_fragment
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124883
3	884
1	206

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

urgent
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125964
1	5
2	3
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

hot
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2044088813

Minimum	0
Maximum	77
Zeros	123302
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.149968434
Coefficient of variation (CV)	10.51797955
Kurtosis	168.0142645
Mean	0.2044088813
Median Absolute Deviation (MAD)	0
Skewness	12.58988613
Sum	25750
Variance	4.622364266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123302	97.9%
2	1037	0.8%
1	369	0.3%
28	277	0.2%
30	256	0.2%
4	173	0.1%
6	140	0.1%
5	76	0.1%
24	68	0.1%
19	57	< 0.1%
Other values (18)	218	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	123302	97.9%
1	369	0.3%
2	1037	0.8%
3	54	< 0.1%
4	173	0.1%
5	76	0.1%
6	140	0.1%
7	5	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
44	2	< 0.1%
33	1	< 0.1%
30	256	0.2%
28	277	0.2%
25	2	< 0.1%
24	68	0.1%
22	55	< 0.1%
21	1	< 0.1%
20	9	< 0.1%

num_failed_logins
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001222484183

Minimum	0
Maximum	5
Zeros	125851
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04523913898
Coefficient of variation (CV)	37.00590945
Kurtosis	3869.069296
Mean	0.001222484183
Median Absolute Deviation (MAD)	0
Skewness	53.7644243
Sum	154
Variance	0.002046579696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	125851	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	125851	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	3	< 0.1%
3	5	< 0.1%
2	9	< 0.1%
1	104	0.1%
0	125851	99.9%

logged_in
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	76121
1	49852

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_compromised
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	88
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2792503155

Minimum	0
Maximum	7479
Zeros	124687
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7479
Range	7479
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.94204224
Coefficient of variation (CV)	85.73684938
Kurtosis	75956.22769
Mean	0.2792503155
Median Absolute Deviation (MAD)	0
Skewness	250.1078834
Sum	35178
Variance	573.2213868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124687	99.0%
1	976	0.8%
2	98	0.1%
4	40	< 0.1%
3	38	< 0.1%
6	19	< 0.1%
5	17	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
Other values (78)	87	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	124687	99.0%
1	976	0.8%
2	98	0.1%
3	38	< 0.1%
4	40	< 0.1%
5	17	< 0.1%
6	19	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
7479	1	< 0.1%
1739	1	< 0.1%
1043	1	< 0.1%
884	2	< 0.1%
809	1	< 0.1%
789	1	< 0.1%
767	1	< 0.1%
761	1	< 0.1%
756	1	< 0.1%
751	1	< 0.1%

root_shell
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125804
1	169

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

su_attempted
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125893
2	59
1	21

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_root
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3021917395

Minimum	0
Maximum	7468
Zeros	125324
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7468
Range	7468
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	24.39961809
Coefficient of variation (CV)	80.74217425
Kurtosis	70070.20876
Mean	0.3021917395
Median Absolute Deviation (MAD)	0
Skewness	236.913724
Sum	38068
Variance	595.3413629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	125324	99.5%
1	273	0.2%
9	121	0.1%
6	99	0.1%
2	33	< 0.1%
5	24	< 0.1%
4	12	< 0.1%
3	7	< 0.1%
7	2	< 0.1%
857	2	< 0.1%
Other values (72)	76	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	125324	99.5%
1	273	0.2%
2	33	< 0.1%
3	7	< 0.1%
4	12	< 0.1%
5	24	< 0.1%
6	99	0.1%
7	2	< 0.1%
8	1	< 0.1%
9	121	0.1%

Value	Count	Frequency (%)
7468	1	< 0.1%
1743	1	< 0.1%
1045	1	< 0.1%
993	1	< 0.1%
975	1	< 0.1%
889	1	< 0.1%
867	1	< 0.1%
857	2	< 0.1%
849	1	< 0.1%
841	1	< 0.1%

num_file_creations
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01266938153

Minimum	0
Maximum	43
Zeros	125686
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	43
Range	43
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4839350694
Coefficient of variation (CV)	38.19721334
Kurtosis	3603.311713
Mean	0.01266938153
Median Absolute Deviation (MAD)	0
Skewness	55.66534083
Sum	1596
Variance	0.2341931514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	125686	99.8%
1	151	0.1%
2	41	< 0.1%
4	13	< 0.1%
3	5	< 0.1%
8	5	< 0.1%
15	5	< 0.1%
10	5	< 0.1%
5	5	< 0.1%
17	5	< 0.1%
Other values (25)	52	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	125686	99.8%
1	151	0.1%
2	41	< 0.1%
3	5	< 0.1%
4	13	< 0.1%
5	5	< 0.1%
6	3	< 0.1%
7	4	< 0.1%
8	5	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
43	1	< 0.1%
40	3	< 0.1%
38	1	< 0.1%
36	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	3	< 0.1%

num_shells
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125926
1	42
2	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_access_files
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004096115834

Minimum	0
Maximum	9
Zeros	125602
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.09936955575
Coefficient of variation (CV)	24.25945939
Kurtosis	2862.804357
Mean	0.004096115834
Median Absolute Deviation (MAD)	0
Skewness	45.55496112
Sum	516
Variance	0.00987430861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	125602	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
6	4	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	125602	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
4	5	< 0.1%
5	6	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
8	3	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
3	8	< 0.1%
2	29	< 0.1%
1	313	0.2%
0	125602	99.7%

num_outbound_cmds
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125973

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125973	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	125973	100.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

is_host_login
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125972
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

is_guest_login
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124786
1	1187

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	512
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.10755479

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	14
Q3	143
95-th percentile	286
Maximum	511
Range	511
Interquartile range (IQR)	141

Descriptive statistics

Standard deviation	114.5086074
Coefficient of variation (CV)	1.361454481
Kurtosis	2.006916631
Mean	84.10755479
Median Absolute Deviation (MAD)	13
Skewness	1.514274519
Sum	10595281
Variance	13112.22116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	27763	22.0%
2	9474	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%
10	1610	1.3%
Other values (502)	68282	54.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	27763	22.0%
2	9474	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%

Value	Count	Frequency (%)
511	1437	1.1%
510	307	0.2%
509	243	0.2%
508	31	< 0.1%
507	6	< 0.1%
506	3	< 0.1%
505	2	< 0.1%
504	3	< 0.1%
503	4	< 0.1%
502	5	< 0.1%

srv_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	509
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.73788828

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	158
Maximum	511
Range	511
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.63583965
Coefficient of variation (CV)	2.618650667
Kurtosis	24.24448367
Mean	27.73788828
Median Absolute Deviation (MAD)	7
Skewness	4.694161923
Sum	3494225
Variance	5275.965201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	25398	20.2%
2	12820	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%
11	3293	2.6%
Other values (499)	52591	41.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	25398	20.2%
2	12820	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%

Value	Count	Frequency (%)
511	1012	0.8%
510	160	0.1%
509	49	< 0.1%
508	11	< 0.1%
507	3	< 0.1%
503	1	< 0.1%
502	2	< 0.1%
501	1	< 0.1%
500	2	< 0.1%
499	2	< 0.1%

serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	89
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2844845324

Minimum	0
Maximum	1
Zeros	86829
Zeros (%)	68.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4464556243
Coefficient of variation (CV)	1.569349379
Kurtosis	-1.054604056
Mean	0.2844845324
Median Absolute Deviation (MAD)	0
Skewness	0.9632005121
Sum	35837.37
Variance	0.1993226245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86829	68.9%
1	34439	27.3%
0.5	493	0.4%
0.33	321	0.3%
0.07	305	0.2%
0.06	298	0.2%
0.08	254	0.2%
0.99	250	0.2%
0.01	216	0.2%
0.25	208	0.2%
Other values (79)	2360	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	86829	68.9%
0.01	216	0.2%
0.02	84	0.1%
0.03	150	0.1%
0.04	131	0.1%
0.05	192	0.2%
0.06	298	0.2%
0.07	305	0.2%
0.08	254	0.2%
0.09	189	0.2%

Value	Count	Frequency (%)
1	34439	27.3%
0.99	250	0.2%
0.98	64	0.1%
0.97	79	0.1%
0.96	41	< 0.1%
0.95	29	< 0.1%
0.94	25	< 0.1%
0.93	18	< 0.1%
0.92	15	< 0.1%
0.91	8	< 0.1%

srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	86
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2824853738

Minimum	0
Maximum	1
Zeros	88754
Zeros (%)	70.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4470224984
Coefficient of variation (CV)	1.582462456
Kurtosis	-1.04429378
Mean	0.2824853738
Median Absolute Deviation (MAD)	0
Skewness	0.9705972383
Sum	35585.53
Variance	0.199829114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88754	70.5%
1	34874	27.7%
0.5	432	0.3%
0.33	273	0.2%
0.25	233	0.2%
0.2	132	0.1%
0.17	114	0.1%
0.05	93	0.1%
0.03	92	0.1%
0.04	83	0.1%
Other values (76)	893	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	88754	70.5%
0.01	6	< 0.1%
0.02	60	< 0.1%
0.03	92	0.1%
0.04	83	0.1%
0.05	93	0.1%
0.06	65	0.1%
0.07	67	0.1%
0.08	63	0.1%
0.09	44	< 0.1%

Value	Count	Frequency (%)
1	34874	27.7%
0.96	1	< 0.1%
0.95	40	< 0.1%
0.94	13	< 0.1%
0.93	8	< 0.1%
0.92	12	< 0.1%
0.91	16	< 0.1%
0.9	10	< 0.1%
0.89	12	< 0.1%
0.88	11	< 0.1%

rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1199584832

Minimum	0
Maximum	1
Zeros	109783
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3204355207
Coefficient of variation (CV)	2.671220178
Kurtosis	3.445847127
Mean	0.1199584832
Median Absolute Deviation (MAD)	0
Skewness	2.325531602
Sum	15111.53
Variance	0.102678923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109783	87.1%
1	12874	10.2%
0.9	269	0.2%
0.92	216	0.2%
0.93	210	0.2%
0.89	196	0.2%
0.91	187	0.1%
0.5	163	0.1%
0.88	141	0.1%
0.95	137	0.1%
Other values (72)	1797	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	109783	87.1%
0.01	61	< 0.1%
0.02	77	0.1%
0.03	99	0.1%
0.04	55	< 0.1%
0.05	37	< 0.1%
0.06	25	< 0.1%
0.07	23	< 0.1%
0.08	23	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	12874	10.2%
0.99	23	< 0.1%
0.98	17	< 0.1%
0.97	32	< 0.1%
0.96	72	0.1%
0.95	137	0.1%
0.94	121	0.1%
0.93	210	0.2%
0.92	216	0.2%
0.91	187	0.1%

srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1211832694

Minimum	0
Maximum	1
Zeros	109767
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.323647228
Coefficient of variation (CV)	2.670725336
Kurtosis	3.445834226
Mean	0.1211832694
Median Absolute Deviation (MAD)	0
Skewness	2.327032843
Sum	15265.82
Variance	0.1047475282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109767	87.1%
1	14827	11.8%
0.5	244	0.2%
0.33	160	0.1%
0.25	114	0.1%
0.2	92	0.1%
0.17	73	0.1%
0.04	50	< 0.1%
0.03	47	< 0.1%
0.14	45	< 0.1%
Other values (52)	554	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	109767	87.1%
0.01	3	< 0.1%
0.02	40	< 0.1%
0.03	47	< 0.1%
0.04	50	< 0.1%
0.05	42	< 0.1%
0.06	33	< 0.1%
0.07	27	< 0.1%
0.08	40	< 0.1%
0.09	24	< 0.1%

Value	Count	Frequency (%)
1	14827	11.8%
0.96	2	< 0.1%
0.95	1	< 0.1%
0.92	2	< 0.1%
0.9	1	< 0.1%
0.89	3	< 0.1%
0.88	4	< 0.1%
0.87	3	< 0.1%
0.86	5	< 0.1%
0.85	10	< 0.1%

same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6609276591

Minimum	0
Maximum	1
Zeros	2766
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.4396228624
Coefficient of variation (CV)	0.6651603339
Kurtosis	-1.609765806
Mean	0.6609276591
Median Absolute Deviation (MAD)	0
Skewness	-0.5724994801
Sum	83259.04
Variance	0.1932682612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	76812	61.0%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.07	3438	2.7%
0.04	3227	2.6%
0.06	3220	2.6%
0.05	3088	2.5%
0.08	2815	2.2%
0	2766	2.2%
Other values (91)	19461	15.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2766	2.2%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.04	3227	2.6%
0.05	3088	2.5%
0.06	3220	2.6%
0.07	3438	2.7%
0.08	2815	2.2%
0.09	1957	1.6%

Value	Count	Frequency (%)
1	76812	61.0%
0.99	759	0.6%
0.98	97	0.1%
0.97	44	< 0.1%
0.96	16	< 0.1%
0.95	14	< 0.1%
0.94	21	< 0.1%
0.93	33	< 0.1%
0.92	43	< 0.1%
0.91	25	< 0.1%

diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	95
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06305263826

Minimum	0
Maximum	1
Zeros	76217
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.1803144075
Coefficient of variation (CV)	2.859744056
Kurtosis	18.8994721
Mean	0.06305263826
Median Absolute Deviation (MAD)	0
Skewness	4.379815401
Sum	7942.93
Variance	0.03251328556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	76217	60.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.05	6887	5.5%
1	3438	2.7%
0.08	1883	1.5%
0.01	1013	0.8%
0.09	645	0.5%
0.04	627	0.5%
0.5	549	0.4%
Other values (85)	6201	4.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	76217	60.5%
0.01	1013	0.8%
0.02	264	0.2%
0.03	282	0.2%
0.04	627	0.5%
0.05	6887	5.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.08	1883	1.5%
0.09	645	0.5%

Value	Count	Frequency (%)
1	3438	2.7%
0.99	39	< 0.1%
0.98	6	< 0.1%
0.97	7	< 0.1%
0.96	29	< 0.1%
0.95	39	< 0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%
0.9	1	< 0.1%
0.89	1	< 0.1%

srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09732164829

Minimum	0
Maximum	1
Zeros	97574
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2598304981
Coefficient of variation (CV)	2.669811935
Kurtosis	6.816307244
Mean	0.09732164829
Median Absolute Deviation (MAD)	0
Skewness	2.860354518
Sum	12259.9
Variance	0.06751188775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97574	77.5%
1	8143	6.5%
0.01	2865	2.3%
0.5	982	0.8%
0.67	975	0.8%
0.12	904	0.7%
0.33	790	0.6%
0.02	771	0.6%
0.11	732	0.6%
0.25	724	0.6%
Other values (50)	11513	9.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	97574	77.5%
0.01	2865	2.3%
0.02	771	0.6%
0.03	218	0.2%
0.04	187	0.1%
0.05	325	0.3%
0.06	520	0.4%
0.07	519	0.4%
0.08	653	0.5%
0.09	618	0.5%

Value	Count	Frequency (%)
1	8143	6.5%
0.88	1	< 0.1%
0.83	7	< 0.1%
0.8	60	< 0.1%
0.75	235	0.2%
0.71	9	< 0.1%
0.67	975	0.8%
0.62	7	< 0.1%
0.6	178	0.1%
0.57	33	< 0.1%

dst_host_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.1489446

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	82
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	173

Descriptive statistics

Standard deviation	99.20621303
Coefficient of variation (CV)	0.544643359
Kurtosis	-1.065772798
Mean	182.1489446
Median Absolute Deviation (MAD)	0
Skewness	-0.8334376779
Sum	22945849
Variance	9841.872705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	74099	58.8%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%
Other values (246)	40302	32.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%

Value	Count	Frequency (%)
255	74099	58.8%
254	70	0.1%
253	89	0.1%
252	77	0.1%
251	90	0.1%
250	93	0.1%
249	78	0.1%
248	87	0.1%
247	89	0.1%
246	83	0.1%

dst_host_srv_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.653005

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	63
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.7027408
Coefficient of variation (CV)	0.957197271
Kurtosis	-1.756334887
Mean	115.653005
Median Absolute Deviation (MAD)	61
Skewness	0.2837211875
Sum	14569156
Variance	12255.09682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	35993	28.6%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
20	2300	1.8%
254	2238	1.8%
6	2222	1.8%
19	2190	1.7%
Other values (246)	59828	47.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
6	2222	1.8%
7	2160	1.7%
8	2072	1.6%
9	1948	1.5%

Value	Count	Frequency (%)
255	35993	28.6%
254	2238	1.8%
253	472	0.4%
252	213	0.2%
251	402	0.3%
250	302	0.2%
249	248	0.2%
248	205	0.2%
247	220	0.2%
246	196	0.2%

dst_host_same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5212416946

Minimum	0
Maximum	1
Zeros	6927
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.4489493637
Coefficient of variation (CV)	0.861307467
Kurtosis	-1.884045869
Mean	0.5212416946
Median Absolute Deviation (MAD)	0.49
Skewness	-0.01044802066
Sum	65662.38
Variance	0.2015555312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	49059	38.9%
0.01	7780	6.2%
0	6927	5.5%
0.02	6593	5.2%
0.07	5672	4.5%
0.04	5208	4.1%
0.05	4951	3.9%
0.03	4049	3.2%
0.06	3444	2.7%
0.08	2816	2.2%
Other values (91)	29474	23.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6927	5.5%
0.01	7780	6.2%
0.02	6593	5.2%
0.03	4049	3.2%
0.04	5208	4.1%
0.05	4951	3.9%
0.06	3444	2.7%
0.07	5672	4.5%
0.08	2816	2.2%
0.09	1740	1.4%

Value	Count	Frequency (%)
1	49059	38.9%
0.99	688	0.5%
0.98	821	0.7%
0.97	478	0.4%
0.96	675	0.5%
0.95	580	0.5%
0.94	393	0.3%
0.93	457	0.4%
0.92	341	0.3%
0.91	395	0.3%

dst_host_diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08295110857

Minimum	0
Maximum	1
Zeros	46989
Zeros (%)	37.3%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.1889217999
Coefficient of variation (CV)	2.277507838
Kurtosis	12.63440958
Mean	0.08295110857
Median Absolute Deviation (MAD)	0.02
Skewness	3.609600381
Sum	10449.6
Variance	0.03569144648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46989	37.3%
0.07	16570	13.2%
0.06	9787	7.8%
0.01	9295	7.4%
0.05	7321	5.8%
0.08	7001	5.6%
0.02	6716	5.3%
0.03	3563	2.8%
0.04	3091	2.5%
0.09	2569	2.0%
Other values (91)	13071	10.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46989	37.3%
0.01	9295	7.4%
0.02	6716	5.3%
0.03	3563	2.8%
0.04	3091	2.5%
0.05	7321	5.8%
0.06	9787	7.8%
0.07	16570	13.2%
0.08	7001	5.6%
0.09	2569	2.0%

Value	Count	Frequency (%)
1	2139	1.7%
0.99	31	< 0.1%
0.98	35	< 0.1%
0.97	86	0.1%
0.96	63	0.1%
0.95	87	0.1%
0.94	45	< 0.1%
0.93	54	< 0.1%
0.92	40	< 0.1%
0.91	86	0.1%

dst_host_same_src_port_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.148378859

Minimum	0
Maximum	1
Zeros	63023
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.3089971304
Coefficient of variation (CV)	2.082487576
Kurtosis	2.762402078
Mean	0.148378859
Median Absolute Deviation (MAD)	0
Skewness	2.087039441
Sum	18691.73
Variance	0.09547922658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
1	10307	8.2%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.08	1086	0.9%
0.5	1077	0.9%
Other values (91)	18743	14.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.07	1051	0.8%
0.08	1086	0.9%
0.09	712	0.6%

Value	Count	Frequency (%)
1	10307	8.2%
0.99	139	0.1%
0.98	192	0.2%
0.97	145	0.1%
0.96	229	0.2%
0.95	220	0.2%
0.94	113	0.1%
0.93	159	0.1%
0.92	124	0.1%
0.91	149	0.1%

dst_host_srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03254244957

Minimum	0
Maximum	1
Zeros	86904
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.1125638049
Coefficient of variation (CV)	3.458983769
Kurtosis	35.77323559
Mean	0.03254244957
Median Absolute Deviation (MAD)	0
Skewness	5.548174497
Sum	4099.47
Variance	0.01267061017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86904	69.0%
0.02	7952	6.3%
0.01	7146	5.7%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.5	1550	1.2%
0.06	1330	1.1%
0.07	1036	0.8%
0.25	951	0.8%
Other values (65)	6815	5.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	86904	69.0%
0.01	7146	5.7%
0.02	7952	6.3%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.06	1330	1.1%
0.07	1036	0.8%
0.08	488	0.4%
0.09	414	0.3%

Value	Count	Frequency (%)
1	691	0.5%
0.97	2	< 0.1%
0.93	1	< 0.1%
0.88	1	< 0.1%
0.86	2	< 0.1%
0.83	2	< 0.1%
0.8	4	< 0.1%
0.78	1	< 0.1%
0.75	17	< 0.1%
0.73	2	< 0.1%

dst_host_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.284452462

Minimum	0
Maximum	1
Zeros	81386
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4447840503
Coefficient of variation (CV)	1.563649853
Kurtosis	-1.046995556
Mean	0.284452462
Median Absolute Deviation (MAD)	0
Skewness	0.9659523157
Sum	35833.33
Variance	0.1978328514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81386	64.6%
1	33562	26.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.09	419	0.3%
0.08	413	0.3%
0.04	372	0.3%
0.99	304	0.2%
0.05	298	0.2%
Other values (91)	4005	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	81386	64.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.04	372	0.3%
0.05	298	0.2%
0.06	174	0.1%
0.07	197	0.2%
0.08	413	0.3%
0.09	419	0.3%

Value	Count	Frequency (%)
1	33562	26.6%
0.99	304	0.2%
0.98	169	0.1%
0.97	100	0.1%
0.96	102	0.1%
0.95	71	0.1%
0.94	87	0.1%
0.93	76	0.1%
0.92	53	< 0.1%
0.91	48	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2784845165

Minimum	0
Maximum	1
Zeros	85360
Zeros (%)	67.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4456691239
Coefficient of variation (CV)	1.600337173
Kurtosis	-1.007991978
Mean	0.2784845165
Median Absolute Deviation (MAD)	0
Skewness	0.9917336307
Sum	35081.53
Variance	0.198620968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85360	67.8%
1	34256	27.2%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.5	107	0.1%
0.05	76	0.1%
0.08	72	0.1%
0.07	71	0.1%
Other values (90)	1358	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85360	67.8%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.05	76	0.1%
0.06	53	< 0.1%
0.07	71	0.1%
0.08	72	0.1%
0.09	57	< 0.1%

Value	Count	Frequency (%)
1	34256	27.2%
0.98	53	< 0.1%
0.97	56	< 0.1%
0.96	44	< 0.1%
0.95	26	< 0.1%
0.94	22	< 0.1%
0.93	20	< 0.1%
0.92	26	< 0.1%
0.91	20	< 0.1%
0.9	15	< 0.1%

dst_host_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1188318132

Minimum	0
Maximum	1
Zeros	103178
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.306557458
Coefficient of variation (CV)	2.579759156
Kurtosis	3.69274866
Mean	0.1188318132
Median Absolute Deviation (MAD)	0
Skewness	2.347445837
Sum	14969.6
Variance	0.09397747507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103178	81.9%
1	10298	8.2%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.05	409	0.3%
0.04	397	0.3%
0.91	267	0.2%
0.92	257	0.2%
0.89	244	0.2%
Other values (91)	7404	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	103178	81.9%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.04	397	0.3%
0.05	409	0.3%
0.06	220	0.2%
0.07	164	0.1%
0.08	147	0.1%
0.09	104	0.1%

Value	Count	Frequency (%)
1	10298	8.2%
0.99	52	< 0.1%
0.98	68	0.1%
0.97	106	0.1%
0.96	168	0.1%
0.95	123	0.1%
0.94	135	0.1%
0.93	111	0.1%
0.92	257	0.2%
0.91	267	0.2%

dst_host_srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1202398927

Minimum	0
Maximum	1
Zeros	106616
Zeros (%)	84.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3194593905
Coefficient of variation (CV)	2.656850263
Kurtosis	3.520661878
Mean	0.1202398927
Median Absolute Deviation (MAD)	0
Skewness	2.337926283
Sum	15146.98
Variance	0.1020543022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	106616	84.6%
1	13231	10.5%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.05	351	0.3%
0.04	344	0.3%
0.98	189	0.2%
0.99	188	0.1%
0.06	185	0.1%
Other values (91)	2547	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	106616	84.6%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.04	344	0.3%
0.05	351	0.3%
0.06	185	0.1%
0.07	97	0.1%
0.08	66	0.1%
0.09	39	< 0.1%

Value	Count	Frequency (%)
1	13231	10.5%
0.99	188	0.1%
0.98	189	0.2%
0.97	103	0.1%
0.96	78	0.1%
0.95	73	0.1%
0.94	75	0.1%
0.93	50	< 0.1%
0.92	38	< 0.1%
0.91	51	< 0.1%

label
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

normal	67343
neptune	41214
satan	3633
ipsweep	3599
portsweep	2931
Other values (18)	7253

Length

Max length	15
Median length	6
Mean length	6.386987688
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	neptune
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	67343	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
normal	67343	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

difficulty
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.50406039

Minimum	0
Maximum	21
Zeros	66
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.291502939
Coefficient of variation (CV)	0.1174885072
Kurtosis	13.36927174
Mean	19.50406039
Median Absolute Deviation (MAD)	1
Skewness	-2.896774887
Sum	2456985
Variance	5.25098572
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
21	62557	49.7%
18	20667	16.4%
20	19339	15.4%
19	10284	8.2%
15	3990	3.2%
17	3074	2.4%
16	2393	1.9%
12	729	0.6%
14	674	0.5%
11	641	0.5%
Other values (12)	1625	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	66	0.1%
1	62	< 0.1%
2	54	< 0.1%
3	65	0.1%
4	79	0.1%
5	81	0.1%
6	96	0.1%
7	118	0.1%
8	106	0.1%
9	194	0.2%

Value	Count	Frequency (%)
21	62557	49.7%
20	19339	15.4%
19	10284	8.2%
18	20667	16.4%
17	3074	2.4%
16	2393	1.9%
15	3990	3.2%
14	674	0.5%
13	451	0.4%
12	729	0.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	label	difficulty
0	tcp	ftp_data	SF	491	0	0	2	2	0.0	0.0	0.0	0.0	1.00	0.00	0.00	150	25	0.17	0.03	0.17	0.00	0.00	0.00	0.05	0.00	normal	20
1	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.00	0.00	normal	15
2	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.00	0.00	neptune	19
3	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.00	0.01	normal	21
4	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	normal	21
5	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.00	1.00	neptune	21
6	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21
7	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21
8	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21
9	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.00	0.00	neptune	21

Last rows

	duration	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	label	difficulty
125963	0	tcp	http	SF	334	1600	1	3	3	0.00	0.00	1.00	0.00	0.00	255	255	1.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21
125964	0	tcp	private	S0	0	0	0	128	9	1.00	1.00	0.07	0.05	0.00	255	12	0.05	0.06	0.00	0.00	1.00	1.0	0.00	neptune	21
125965	0	tcp	smtp	SF	2233	365	1	1	1	0.00	0.00	1.00	0.00	0.00	1	2	1.00	0.00	1.00	1.00	0.00	0.0	0.00	normal	19
125966	0	tcp	private	S0	0	0	0	113	3	1.00	1.00	0.03	0.07	0.00	255	13	0.05	0.07	0.00	0.00	1.00	1.0	0.00	neptune	21
125967	0	tcp	http	SF	359	375	1	3	11	0.33	0.09	1.00	0.00	0.18	3	255	1.00	0.00	0.33	0.04	0.33	0.0	0.00	normal	18
125968	0	tcp	private	S0	0	0	0	184	25	1.00	1.00	0.14	0.06	0.00	255	25	0.10	0.06	0.00	0.00	1.00	1.0	0.00	neptune	20
125969	8	udp	private	SF	105	145	0	2	2	0.00	0.00	1.00	0.00	0.00	255	244	0.96	0.01	0.01	0.00	0.00	0.0	0.00	normal	21
125970	0	tcp	smtp	SF	2231	384	1	1	1	0.00	0.00	1.00	0.00	0.00	255	30	0.12	0.06	0.00	0.00	0.72	0.0	0.01	normal	18
125971	0	tcp	klogin	S0	0	0	0	144	8	1.00	1.00	0.06	0.05	0.00	255	8	0.03	0.05	0.00	0.00	1.00	1.0	0.00	neptune	20
125972	0	tcp	ftp_data	SF	151	0	1	1	1	0.00	0.00	1.00	0.00	0.00	255	77	0.30	0.03	0.30	0.00	0.00	0.0	0.00	normal	21

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block